Infrastructure built for AI.
Without the OEM markup.
AI workloads demand rack densities and network fabrics your data center was never designed for. We architect GPU clusters, high-density rows, and 400G fabrics — and because we know exactly which of your existing assets still have life in them, you refresh only whatactually needs replacing.
The full offering
Six disciplines, one design authority. Take the full design-and-build engagement, or bring us in for a single piece — every service stands on its own.
AI & GPU Cluster Design
Cluster architecture for training and inference — GPU node selection, interconnect topology, job scheduling layout, and storage throughput sized to keep accelerators fed, not idle.
High-Density Rack & Row Architecture
Rack elevations, row layouts, and containment strategies engineered for 30-120kW per rack — including liquid-cooling readiness and power distribution that matches real load profiles.
Network Fabric Design
Non-blocking leaf-spine fabrics at 100/400G, RDMA and RoCE tuning for GPU east-west traffic, and oversubscription models that hold up when the cluster scales.
Capacity & Growth Planning
Workload-driven capacity models for compute, storage, power, and cooling — so you buy for the next 18 months of demand instead of a vendor forecast for the next five years.
Refresh vs Extend Assessments
Our EOSL database tells us which of your assets have years of reliable life left. We separate what truly needs replacing from what third-party support can extend at 40-70% below OEM cost.
Structured Cabling & Physical Layer
Fiber trunk design, MPO/MTP planning for 400G optics, pathway and patch architecture, and as-built documentation — the physical layer designed once, not patched forever.
Technology domains we design
High-density infrastructure fails at the seams between disciplines. We design every layer of the stack as one system — from silicon to structured cabling.
How an engagement works
From workload profile to a validated, documented, production-ready environment.
Requirements & Workload Profiling
We profile the workloads driving the build — training runs, inference traffic, data pipelines — and audit your existing estate, facility power, and cooling headroom. Typically 1-2 weeks.
Design & Modeling
Rack elevations, fabric topology, power and thermal models, and a costed bill of materials — with a refresh-vs-extend call on every existing asset in scope.
Build & Integration
We procure, rack, cable, and configure — or work alongside your team and contractors — integrating new capacity with the systems you're keeping.
Validation & Handover
Burn-in, fabric and throughput benchmarking against the design targets, full as-built documentation, and a support plan for everything on the floor.
Common questions
Can our existing facility handle AI-grade density?
Often, yes — with the right design. Most enterprise data halls were built for 5-10kW racks, but strategic placement, containment, supplemental cooling, and in some cases rear-door heat exchangers or direct liquid cooling can support far higher densities in specific rows. The workload profiling phase answers this question with real power and thermal numbers before you commit to a colo move or new build.
Do you only design, or do you build as well?
Both. Some clients take our design package — elevations, fabric topology, bill of materials, cabling schedules — and execute with their own teams. Most have us run the build: procurement, racking, cabling, configuration, and validation through to handover. Either way, the design is yours and fully documented.
How does the refresh-vs-extend analysis actually work?
We maintain end-of-service-life and reliability data across thousands of enterprise hardware models — it's the core of our third-party support business. For each asset in scope we compare its remaining useful life and failure profile against the workload it needs to carry. Assets that can do the job stay on the floor under third-party support at 40-70% below OEM rates; the budget that frees up goes into the GPU and network capacity that genuinely needs to be new.
You support hardware for a living — are your designs vendor-neutral?
Yes, and that's precisely why. We don't resell for any OEM and we support every major vendor's equipment, so we have no margin incentive to specify one badge over another. Designs are built from your workload requirements and validated against street pricing across vendors — NVIDIA, AMD, Arista, Cisco, Juniper, Dell, HPE, Supermicro, and more.
Get a quote for infrastructure design
Tell us what you're building — a GPU cluster, a high-density row, a fabric upgrade, or a full environment — and what you're working with today. An infrastructure architect will scope the engagement and respond within 24 hours.
Vendor-neutral by design
We resell for no OEM and support them all — so the bill of materials is built around your workload, not a vendor's quarter.
Refresh only what you must
Every design includes a refresh-vs-extend analysis. Assets with life left stay under third-party support at 40-70% below OEM rates.
One accountable partner
Design, build, validation, and ongoing maintenance from the same team — no gap between the drawings and the gear on the floor.